Publications
Number of publications matching the search criterion: 18
Doctoral Thesis (1)
Efficient Design of Scalable Deep Neural Networks for Resource-Constrained Edge Devices (Oct 2022) Mohammad Loni
Journal article (5)
Enhancing Global Model Performance in Federated Learning with Non-IID Data using a Data-Free Generative Diffusion Model (Oct 2024) MohammadReza Najafi , Masoud Daneshtalab, Jeong-A Lee , Seokjoo Shin Journal of IEEE Access (IEEE-Access)
A Systematic Literature Review on Hardware Reliability Assessment Methods for Deep Neural Networks (Jan 2024) Mohammad Ahmadilivani , Mahdi Taheri , Jaan Raik , Masoud Daneshtalab, Maksim Jenihhin ACM Computing Surveys (CSUR)
DASS: Differentiable Architecture Search for Sparse Neural Networks (Sep 2023) Seyedhamidreza Mousavi, Mohammad Loni, Mina Alibeigi , Masoud Daneshtalab ACM Transactions on Embedded Computing Systems (TECS 2024)
FaCT-LSTM: Fast and Compact Ternary Architecture for LSTM Recurrent Neural Networks (Jun 2022) Najmeh Nazari , Seyed Ahmad Mirsalari , Sima Sinaei, Mostafa Salehi , Masoud Daneshtalab IEEE Design and Test (IEEE D&T)
FastStereoNet: A Fast Neural Architecture Search for Improving the Inference of Disparity Estimation on Resource-Limited Platforms (Nov 2021) Mohammad Loni, Ali Zoljodi, Amin Majd , Byung Hoon Ahn , Masoud Daneshtalab, Mikael Sjödin, Hadi Esmaeilzadeh IEEE Transactions on Systems, Man, and Cybernetics: Systems (SMCS)
Conference/Workshop Paper (12)
Cost-Effective Fault Tolerance for CNNs Using Parameter Vulnerability Based Hardening and Pruning Mohammad Ahmadilivani , Seyedhamidreza Mousavi, Jaan Raik , Masoud Daneshtalab, Maksim Jenihhin 30th IEEE International Symposium on On-Line Testing and Robust System Design (IOLTS'24)
AdAM: Adaptive Fault-Tolerant Approximate Multiplier for Edge DNN Accelerators Mahdi Taheri , Natalia Cherezova , Samira Nazari , Ahsan Rafiq , Ali Azarpeyvand , Tara Ghasempouri , Masoud Daneshtalab, Jaan Raik , Maksim Jenihhin IEEE European Test Symposium (ETS'24)
Cost-Efficient Reliability for Edge-AI Chips Maksim Jenihhin , Mahdi Taheri , Natalia Cherezova , Mohammad Ahmadilivani , Ahsan Rafiq , Jaan Raik IEEE International Latin American Test Symposium (LATS'24)
Saffira: a framework for assessing the reliability of systolic-array-based dnn accelerators Mahdi Taheri , Masoud Daneshtalab, Jaan Raik , Maksim Jenihhin , Salvatore Pappalardo , Joachim Paul , Alberto Bosio 27th IEEE Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)
Autonomous Realization of Safety-and Time-Critical Embedded Artificial Intelligence (Mar 2024) Joakim Lindén, Andreas Ermedahl, Hans Salomonsson , Masoud Daneshtalab, Bjorn Forsberg , Paris Carbon Design, Automation & Test in Europe Conference (DATE'24)
Analysis and Improvement of Resilience for Long Short-Term Memory Neural Networks (Oct 2023) Mohammad Ahmadilivani , Jaan Raik , Masoud Daneshtalab, Alar Kuusik 36th IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT 2023)
Efficient On-device Transfer Learning using Activation Memory Reduction (Sep 2023) Amin Yoosefi , Seyedhamidreza Mousavi, Masoud Daneshtalab, Mehdi Kargahi International Conference on Fog and Mobile Edge Computing (FMEC)
DASS: Differentiable Architecture Search for Sparse Neural Networks (Sep 2023) Seyedhamidreza Mousavi, Mohammad Loni, Mina Alibeigi , Masoud Daneshtalab EMBEDDED SYSTEMS WEEK (ESWEEK 2023)
Enhancing Fault Resilience of QNNs by Selective Neuron Splitting (Jun 2023) Mohammad Ahmadilivani , Javid Taheri , Jaan Raik , Maksim Jenihhin , Masoud Daneshtalab 5th IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS) (AICAS 2023)
3DLaneNAS: Neural Architecture Search for Accurate and Light-Weight 3D Lane Detection (Sep 2022) Ali Zoljodi, Mohammad Loni, Sadegh Abadijou , Mina Alibeigi , Masoud Daneshtalab ICANN2022: 31st International Conference on Artificial Neural Networks (ICANN2022)
TAS:Ternarized Neural Architecture Search for Resource-Constrained Edge Devices (Mar 2022) Mohammad Loni, Seyedhamidreza Mousavi, Mohammad Riazati, Masoud Daneshtalab, Mikael Sjödin Design, Automation and Test in Europe Conference (DATE'22)
RoCo-NAS: Robust and Compact Neural Architecture Search (Jul 2021) Vahid Geraeinejad , Sima Sinaei, Mehdi Modarressi , Masoud Daneshtalab the international joint conference on neural networks (IJCNN)
